{"id":"W2118998423","doi":"10.18438/b8zc88","title":"Identifying the Visible Minority Librarians in Canada: A National Survey","year":2015,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Library Science and Administration","field":"Social Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Demographics; Multiculturalism; Library science; Medical education; Psychology; Public relations; Political science; Sociology; Medicine; Computer science; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002637008,0.0001893614,0.0003441686,0.0028452,0.006731752,0.002373602,0.001339592,0.0005785114,0.003536957],"category_scores_gemma":[0.005726667,0.0004318618,0.0002955156,0.007416418,0.001201838,0.001280617,0.001990062,0.0009363172,0.000892392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02899513,"about_ca_system_score_gemma":0.0682603,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9859996,"about_ca_topic_score_gemma":0.9921028,"domain_scores_codex":[0.9964541,0.0002741609,0.0002045634,0.0003301091,0.00182283,0.0009143273],"domain_scores_gemma":[0.9913242,0.0005197461,0.0009489698,0.0002173684,0.005082687,0.001907019],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007568668,0.0001481448,0.9244859,0.0003677626,0.0000264022,0.0002281948,0.02229716,0.0000684035,0.0005009132,0.0004135512,0.01600763,0.03538022],"study_design_scores_gemma":[0.000007882286,0.0000628407,0.9297624,0.0001690987,0.00001418369,0.00008725399,0.05176735,0.0001791743,0.0002450562,0.00005412316,0.01762211,0.00002861751],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9746139,0.001033252,0.000294868,0.003935151,0.00003077035,0.0004545456,0.008949962,0.00003225966,0.01065526],"genre_scores_gemma":[0.9821565,0.002201415,0.001371813,0.003114364,0.00002213852,0.0003854768,0.004107105,0.00002258218,0.006618825],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02899513,"threshold_uncertainty_score":0.2103754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08877489732745908,"score_gpt":0.3243573727954651,"score_spread":0.235582475468006,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}